41 citations · 104 across the 19 of their papers we have counts for
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Invisible hand and arbitrage equilibrium in the self-organizing dynamics of pattern formation in ecological systems
Venkat Venkatasubramanian, Arun Sankar E M, Abhishek Sivaram
Patterns in ecological systems such as mussel beds have been of considerable interest for a long time. Several physicochemical mechanisms have been proposed for their formation. He…
Jaynes Machine: The universal microstructure of deep neural networks
Venkat Venkatasubramanian, N. Sanjeevrajan, Manasi Khandekar
We present a novel theory of the microstructure of deep neural networks. Using a theoretical framework called statistical teleodynamics, which is a conceptual synthesis of statisti…
G-MATT: Single-step Retrosynthesis Prediction using Molecular Grammar Tree Transformer
Kevin Zhang, Vipul Mann, Venkat Venkatasubramanian
Various template-based and template-free approaches have been proposed for single-step retrosynthesis prediction in recent years. While these approaches demonstrate strong performa…